{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. 动能指标\n",
    "*用TA_Lib画出动能指标*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 目录\n",
    "\n",
    "- 什么是动能指标?\n",
    "- MOM/MACD/RSI/Stochastic是怎么计算的?\n",
    "- 如何用图像展示动能指标？\n",
    "- 如何用动能指标做策略?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 什么是动能指标?\n",
    "动能指标对价格的计算与物理学中对速度的计算相似，需要知道价格移动的距离、时间、移动的速度与加速度，这些变化都反映着市场价格在不同维度上的变化。动能指标的类型主要有两种，一种是Momentum 指标，它有中间轴，可以是0或100，上下没有界限；另一种是Oscillator 振荡器，它的取值在0至100之间。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MOM/MACD/RSI/Stochastic是怎么计算的?\n",
    "\n",
    "---\n",
    "\n",
    "### 1. Momentum\n",
    "\n",
    "$ROCR100=(Rrice_t/prevPrice_{t-10})*100$\n",
    "\n",
    "---\n",
    "\n",
    "### 2. MACD\n",
    "$MACD = 26'day 'EMA - 12'day'EMA$\n",
    "$MACD'signal=9'day 'EMA(MACD)$\n",
    "$Hist = MACD - MACD' signal$\n",
    "\n",
    "---\n",
    "\n",
    "### 3. RSI\n",
    "\n",
    "$RSI=100-\\frac{100}{1+RS}$\n",
    "\n",
    "$RS=\\frac{\\text{average of net UP closing changes for selected period of days}}{\\text{average of net DOWN closing changes for selected period of days}}$\n",
    "\n",
    "---\n",
    "\n",
    "### 4. Stochastic\n",
    "$Fast'K=\\frac{C_t-L_n}{H_n-L_n}$\n",
    "\n",
    "$Slow'K=MA(Fast'K,3)$\n",
    "\n",
    "$Slow'D=MA(Slow'K,3)$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 如何用图像展示动能指标？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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KxT+SMj9WGGssc21dLUeamkDNjU7jkSamT6thRnUtTc1Z0mk4PHIsM8AXr7+e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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa1e9ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Momentum 对比不同股票的动能\n",
    "import talib as ta\n",
    "import tushare as ts\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "symbol=['000001','000005','000006','000008','000009']\n",
    "data_dict={}\n",
    "for s in symbol:\n",
    "    data = ts.get_k_data(s, start='2016-01-01', end='2016-12-31', ktype='D',autype='qfq')\n",
    "    data.index = pd.to_datetime(data['date'], format='%Y-%m-%d')\n",
    "    data['ROC'] = ta.abstract.ROCR100(data)\n",
    "    data_dict[s]=data['ROC']\n",
    "data = pd.DataFrame(data_dict)\n",
    "\n",
    "plt.plot(data)\n",
    "plt.hlines(100,data.index[0],data.index[-1] , linestyles='dashed', alpha=0.5)\n",
    "plt.legend(data.columns, loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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olFTJYCBJUse4KvsMAHwcLXn5+l48PzmU+NwyQtxsWLgziR/3nSajqBJXGzMy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\nBPg/E0EyIjgMoggAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb77dd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#MACD\n",
    "data = ts.get_k_data('600036', start='2016-01-01', end='2016-12-31', ktype='D',autype='qfq')\n",
    "data.index = pd.to_datetime(data['date'],format='%Y-%m-%d')\n",
    "dc = np.array(data['close'])\n",
    "\n",
    "data['MACD'], data['signal'], data['hist'] = ta.MACD(dc)\n",
    "\n",
    "fig, (ax, ax1) = plt.subplots(2, 1, sharex=True)\n",
    "ax.plot(data.index, data['close'])\n",
    "ax1.plot(data.index, data['MACD'])\n",
    "ax1.plot(data.index, data['signal'])\n",
    "ax1.bar(data.index, data['hist'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w3p0CHSGSRqNxYVxGwXcP8wdg1ocbWbA1mQBvD3w83dh4TGUxTs0t4bzX1/Dy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb77ddd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#RSI\n",
    "data['RSI'] = ta.RSI(dc,20)\n",
    "\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(data['close'])\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(data['RSI'],'r', label='RSI')\n",
    "plt.axhline(70,alpha=0.3)\n",
    "plt.axhline(30,alpha=0.3)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+OWPC+POP3ZSZ7fjptTz21SEe+mw/O/NriAsxUlJnp8rqJCJw4FMfzTbp8Usk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      "text/plain": [
       "<matplotlib.figure.Figure at 0xde8c8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Stochastic\n",
    "\n",
    "kd = ta.abstract.STOCH(data, fastk_period=5, slowk_period=3, slowk_matype=0, slowd_period=3, slowd_matype=0)\n",
    "\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(data['close'])\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(kd['slowk'], label='slowK')\n",
    "plt.plot(kd['slowd'],'y', label='fastK')\n",
    "plt.axhline(70,alpha=0.3)\n",
    "plt.axhline(30,alpha=0.3)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 如何用动能指标做策略?\n",
    "\n",
    "**1. 图表的领先形态（Charting Patterns-Leading ahead）:**\n",
    "可以通过观察指标对价格做领先的形态或走势判断。\n",
    "\n",
    "**2. 交叉信号（Cross Signals）：**\n",
    "快线高于慢线金叉，看涨；快线低于慢线死叉，看跌。\n",
    "\n",
    "**3. 柱的斜率（The slope of MACD-Histogram）：**\n",
    "当前的柱比前一根高，看涨；当前的柱比前一根低，看跌。\n",
    "\n",
    "**4. 超买超卖（Overbought/OverSold）：**\n",
    "当振荡器高于上方的值如RSI(70)为超买，低于下方的值如RSI(30)为超卖，超卖买入，超买卖出。\n",
    "\n",
    "**5. 背离（Divergence）：**\n",
    "价格创新高，而指标没有创新高，顶背离，看跌。\n",
    "价格创新低，而指标没有创新低，底背离，看涨。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RSI均线判断背离方法: \n",
    "**底背离买入：**\n",
    "$Close_t< MA(Close,20) \\text{  and  } RSI > MA(RSI,20)$\n",
    "\n",
    "**顶背离卖出：**\n",
    "$Close_t> MA(Close,20) \\text{  and  } RSI < MA(RSI,20)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RVG4aTXdBC3wXsy4mFbPJwIR+rcw6mB0HH80DmxUWfQu9BiGAi8J8+PaQmjmm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\nHUbBlqOSwEA45hj5v0wvXl5XJxEsF14oJfI8Ka1n0j5mz5aJenfe2dV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      "text/plain": [
       "<matplotlib.figure.Figure at 0x688a4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#RSI背离案例\n",
    "import talib as ta\n",
    "import tushare as ts\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "data = ts.get_k_data('600036', start='2016-01-01', end='2016-12-31', ktype='D',autype='qfq')\n",
    "data.index = pd.to_datetime(data['date'],format='%Y-%m-%d')\n",
    "\n",
    "\n",
    "data['RSI'] = ta.abstract.RSI(data, 14)\n",
    "data['RSI_MA'] = ta.abstract.MA(data, 20, price='RSI')\n",
    "data['C_MA'] = ta.abstract.MA(data, 20, price='close')\n",
    "\n",
    "buy_time = []\n",
    "buy_price = []\n",
    "\n",
    "sell_time= []\n",
    "sell_price = []\n",
    "data = data.dropna()\n",
    "it = data.iterrows()\n",
    "t0, p0 = next(it)\n",
    "pos = 0\n",
    "for t1, p1 in it:\n",
    "    if pos==0 and p1.close < p1.C_MA and p1.RSI > p1.RSI_MA:\n",
    "        buy_time.append(t1)\n",
    "        buy_price.append(p1.close)\n",
    "        pos=1\n",
    "    elif pos==1 and p1.close > p1.C_MA and p1.RSI < p1.RSI_MA:\n",
    "        sell_time.append(t1)\n",
    "        sell_price.append(p1.close)\n",
    "        pos=0\n",
    "    t0, p0 = t1, p1\n",
    "\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(data['close'])\n",
    "plt.plot(data['C_MA'])\n",
    "plt.scatter(buy_time, buy_price, c='r', marker='^', linewidths=3)\n",
    "plt.scatter(sell_time, sell_price, c='g', marker='v', linewidths=3)\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(data['RSI'],'r', label='RSI')\n",
    "plt.plot(data['RSI_MA'],'y', label='RSI_MA')\n",
    "plt.axhline(70,alpha=0.3)\n",
    "plt.axhline(30,alpha=0.3)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc0e0160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "money = np.array(sell_price) - np.array(buy_price)\n",
    "money = list(money)\n",
    "money.insert(0,0)\n",
    "money = np.array(money)\n",
    "capital = money.cumsum()\n",
    "plt.plot(capital)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作业\n",
    "根据RSI背离策略例子，写出其他的动能策略"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
